{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "cc969611",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":\"050020\",\n",
    "            \"dq\":\"050020\",\n",
    "            \"pubTime\":\"\",\n",
    "            \"currentPage\":\"0\",\n",
    "            \"pageSize\":40,\n",
    "            \"key\":\"产品经理\",\n",
    "            \"suggestTag\":\"\",\n",
    "            \"workYearCode\":\"1\",\n",
    "            \"compId\":\"\",\n",
    "            \"compName\":\"\",\n",
    "            \"compTag\":\"\",\n",
    "            \"industry\":\"\",\n",
    "            \"salary\":\"\",\n",
    "            \"jobKind\":\"\",\n",
    "            \"compScale\":\"\",\n",
    "            \"compKind\":\"\",\n",
    "            \"compStage\":\"\",\n",
    "            \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"vy8k427dfm9cy6784qnm1q51813ljsy8\",\n",
    "            \"fkId\":\"vy8k427dfm9cy6784qnm1q51813ljsy8\",\n",
    "            \"ckId\":\"bv9nqablwakjj39otm05z82bbvnslogb\",\n",
    "            \n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "# 伪装：浏览器普通用户访问\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f6ffcb5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "session = HTMLSession()\n",
    "r = session.post(url,data =json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "158f9b0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "af193d22",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "95ea8ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "产品经理_应届_广州 = r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "83075fd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>57001973</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329163039</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>873330</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobId\":\"57448565\",\"userId\":\"5f7637977411b864...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257448565%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57448565</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331105047</td>\n",
       "      <td>产品经理（高级产品经理&amp;资深产品经理）</td>\n",
       "      <td>9-20k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>...</td>\n",
       "      <td>6ab9ed693b6c1c9ef72c2cb241b5d2db</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>13103111</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"55322015\",\"userId\":\"5101bdeab7487e5c...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255322015%22%2C%22jobKind%2...</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>55322015</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230104143051</td>\n",
       "      <td>（储备）产品经理--20-22届本科</td>\n",
       "      <td>10-14k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>8635284</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobId\":\"55079225\",\"userId\":\"5101bdeab7487e5c...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255079225%22%2C%22jobKind%2...</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>55079225</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221215110632</td>\n",
       "      <td>（储备）产品经理</td>\n",
       "      <td>13-16k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>8635284</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobId\":\"39588227\",\"userId\":\"7ca01ec408ef1d30...</td>\n",
       "      <td>%7B%22jobId%22%3A%2239588227%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>39588227</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210527172606</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>dfd87038bcffad82351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobId\":\"40364923\",\"userId\":\"4c1479d6012e7b86...</td>\n",
       "      <td>%7B%22jobId%22%3A%2240364923%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>40364923</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20211116112740</td>\n",
       "      <td>车产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>...</td>\n",
       "      <td>a52981d937e43ae4351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>9550328</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobId\":\"31738901\",\"userId\":\"e2c8dc64bf635183...</td>\n",
       "      <td>%7B%22jobId%22%3A%2231738901%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>31738901</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20200915191945</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>f07475d7118ceba61b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>9838667</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/9838667/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobId\":\"36091987\",\"userId\":\"b4e202c249d928a1...</td>\n",
       "      <td>%7B%22jobId%22%3A%2236091987%22%2C%22jobKind%2...</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>36091987</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210224104701</td>\n",
       "      <td>酒店签约产品经理</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>84d19e79d4adc2a504612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>603486248f5866739fffda8207u.png</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>12569735</td>\n",
       "      <td>603470aab9834220c1e1405904u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12569735/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobId\":\"38193153\",\"userId\":\"913622d8dc81eb0e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2238193153%22%2C%22jobKind%2...</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>38193153</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210415123107</td>\n",
       "      <td>储备干部—产品经理</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>d0ae3dde372a86174383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>12691289</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12691289/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobId\":\"40209551\",\"userId\":\"b7b40e6c60ce3f83...</td>\n",
       "      <td>%7B%22jobId%22%3A%2240209551%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>40209551</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230310085812</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>8-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>b7b0d28a0fa67da1f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobId\":\"56178225\",\"userId\":\"bff8ec01d90be3ea...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256178225%22%2C%22jobKind%2...</td>\n",
       "      <td>[AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...</td>\n",
       "      <td>56178225</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230331104913</td>\n",
       "      <td>工业软件类产品经理</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>cde70153db2be71b46fdeacabc467e13</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>琶洲实验室(黄埔)</td>\n",
       "      <td>13271473</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13271473/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobId\":\"39692293\",\"userId\":\"9d9295f7a1f638c6...</td>\n",
       "      <td>%7B%22jobId%22%3A%2239692293%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>39692293</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329083922</td>\n",
       "      <td>金融产品经理（荔湾）</td>\n",
       "      <td>10-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>a1326b4aa031c190160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobId\":\"56705773\",\"userId\":\"d240723b0e912c83...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256705773%22%2C%22jobKind%2...</td>\n",
       "      <td>[产品设计, 需求分析, 产品规划, 交互设计]</td>\n",
       "      <td>56705773</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230328141253</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-18k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>ae4d6cfa4ade940c9b424d05e277c733</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>8547388</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobId\":\"53901637\",\"userId\":\"a5d05993b050ad56...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253901637%22%2C%22jobKind%2...</td>\n",
       "      <td>[需求分析, 产品设计, Axure, 售前产品]</td>\n",
       "      <td>53901637</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221114162352</td>\n",
       "      <td>广州～产品经理（留学背景）～年薪28万</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>f9d0def780266d5418a804205eca07ce</td>\n",
       "      <td>2</td>\n",
       "      <td>627604679b71fd2f760f43b307u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>上海樊戈网络科技中心</td>\n",
       "      <td>13208193</td>\n",
       "      <td>619e50261bd4fb704e69060c01u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13208193/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobId\":\"56880719\",\"userId\":\"2d5b7f3f9079eb15...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256880719%22%2C%22jobKind%2...</td>\n",
       "      <td>[产品研发, 售后精品, 汽车周边, 产品管理]</td>\n",
       "      <td>56880719</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230312214411</td>\n",
       "      <td>综合产品经理</td>\n",
       "      <td>20-24k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>0c36a1c214fef01084fd6902234556e6</td>\n",
       "      <td>2</td>\n",
       "      <td>640aef4747903463b532bd2c01u.png</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>超境汽车</td>\n",
       "      <td>13304915</td>\n",
       "      <td>634e43cd5f9dbd49324c45d307u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13304915/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobId\":\"55865853\",\"userId\":\"9ba47e9cb7816048...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255865853%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>55865853</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230207101835</td>\n",
       "      <td>基金产品经理</td>\n",
       "      <td>15-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>12322507</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobId\":\"48899397\",\"userId\":\"ac53287cf887cb44...</td>\n",
       "      <td>%7B%22jobId%22%3A%2248899397%22%2C%22jobKind%2...</td>\n",
       "      <td>[酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]</td>\n",
       "      <td>48899397</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230309153354</td>\n",
       "      <td>境外酒店产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>旅游</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>12832725</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobId\":\"35501707\",\"userId\":\"d2ac9a8cac5bbad3...</td>\n",
       "      <td>%7B%22jobId%22%3A%2235501707%22%2C%22jobKind%2...</td>\n",
       "      <td>[有药品推广经验]</td>\n",
       "      <td>35501707</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230319130324</td>\n",
       "      <td>学术专员，产品经理</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>d923c64c949977aa4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>60fa5ce8df272149fdbf40d404u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>上药国风</td>\n",
       "      <td>8586248</td>\n",
       "      <td>5bfe92c074719d9f609a7b5803a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/8586248/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobId\":\"54125519\",\"userId\":\"8a61e0b7e42060b2...</td>\n",
       "      <td>%7B%22jobId%22%3A%2254125519%22%2C%22jobKind%2...</td>\n",
       "      <td>[市场调研]</td>\n",
       "      <td>54125519</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221222110703</td>\n",
       "      <td>产品经理（学术推广）-广东</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>f8bf248bb5cd4ab8882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>深圳市新产业生物医学工程股份有限公司</td>\n",
       "      <td>9848125</td>\n",
       "      <td>5c666954261c45f22d52ea6306u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9848125/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobId\":\"56894805\",\"userId\":\"aad3d8eccb18b5d9...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256894805%22%2C%22jobKind%2...</td>\n",
       "      <td>[直播, 数据分析]</td>\n",
       "      <td>56894805</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230313014324</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>c8360f4548e3ad196c5c4f00792ec441</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>广东货多多物流科技股份有限公司</td>\n",
       "      <td>13222749</td>\n",
       "      <td>61a300391bd4fb704ed9330d05u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13222749/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobId\":\"55865791\",\"userId\":\"9ba47e9cb7816048...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255865791%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>55865791</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230207101810</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>12322507</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobId\":\"56730079\",\"userId\":\"15e0f493a55c14bb...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256730079%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]</td>\n",
       "      <td>56730079</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230306165502</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部-金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>d84cb81ad76214c4c5715bb95c1c6de6</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部</td>\n",
       "      <td>13453209</td>\n",
       "      <td>6244e71f327ecf47c93d38e307u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13453209/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobId\":\"48163899\",\"userId\":\"6a7083e1f3e2922d...</td>\n",
       "      <td>%7B%22jobId%22%3A%2248163899%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>48163899</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221008103218</td>\n",
       "      <td>区域产品经理（mNGS）-西安/广州/上海</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>1fb3e61f8926f499f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>予果生物</td>\n",
       "      <td>10157239</td>\n",
       "      <td>5f5efd659d37de58797398ed01u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10157239/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobId\":\"53309779\",\"userId\":\"93f83bf9782514f1...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253309779%22%2C%22jobKind%2...</td>\n",
       "      <td>[产品]</td>\n",
       "      <td>53309779</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321173610</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>f4bc28e61040dab1c93dddf05a795d5c</td>\n",
       "      <td>2</td>\n",
       "      <td>6353b3472543000378bf170d06u.png</td>\n",
       "      <td>其他金融</td>\n",
       "      <td>壹帮贷</td>\n",
       "      <td>9979087</td>\n",
       "      <td>62356300eb1f3f771fc8d74905u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9979087/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobId\":\"50049661\",\"userId\":\"ac53287cf887cb44...</td>\n",
       "      <td>%7B%22jobId%22%3A%2250049661%22%2C%22jobKind%2...</td>\n",
       "      <td>[韩语]</td>\n",
       "      <td>50049661</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220712104907</td>\n",
       "      <td>韩国酒店产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>旅游</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>12832725</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobId\":\"51518577\",\"userId\":\"5b9ab7c2faadaf65...</td>\n",
       "      <td>%7B%22jobId%22%3A%2251518577%22%2C%22jobKind%2...</td>\n",
       "      <td>[电商, 产品, 供应链]</td>\n",
       "      <td>51518577</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220824103340</td>\n",
       "      <td>国际化电商-供应链产品经理</td>\n",
       "      <td>30-45k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>3243574f293a8d900e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>7863078</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobId\":\"53594799\",\"userId\":\"4e366650a4524c9c...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253594799%22%2C%22jobKind%2...</td>\n",
       "      <td>[平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...</td>\n",
       "      <td>53594799</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221103164916</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>...</td>\n",
       "      <td>92e4013889b441b5fdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>大参林集团</td>\n",
       "      <td>1620248</td>\n",
       "      <td>5bfea50674719d2aa34cd5f403a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/1620248/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobId\":\"45647945\",\"userId\":\"035019597e87d5ef...</td>\n",
       "      <td>%7B%22jobId%22%3A%2245647945%22%2C%22jobKind%2...</td>\n",
       "      <td>[高教 硬件 产品]</td>\n",
       "      <td>45647945</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20211214100345</td>\n",
       "      <td>智能硬件产品经理</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>1f3f288eab588bce947e89eb780464e7</td>\n",
       "      <td>2</td>\n",
       "      <td>61b86c40e24e9163b57e2e6907u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>希沃</td>\n",
       "      <td>8955108</td>\n",
       "      <td>5948f6cf70320c7ee1a312fc04a.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobId\":\"55980327\",\"userId\":\"724911bf520dc40d...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255980327%22%2C%22jobKind%2...</td>\n",
       "      <td>[定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...</td>\n",
       "      <td>55980327</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230209190007</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>8293df70a31e423293e1abff31d45a23</td>\n",
       "      <td>2</td>\n",
       "      <td>63e98cf04b15ad2cab01b29804u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>广州娇肤兰科技有限公司</td>\n",
       "      <td>13413369</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13413369/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobId\":\"48569067\",\"userId\":\"b6316bedce83f31e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2248569067%22%2C%22jobKind%2...</td>\n",
       "      <td>[高通量测序, 质谱, 组学]</td>\n",
       "      <td>48569067</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221203095331</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-22k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>6067d2c624a88faaf0e943e3aa9ed4a9</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>深圳承启生物科技有限公司</td>\n",
       "      <td>8620614</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/8620614/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobId\":\"50819475\",\"userId\":\"2163b67679c30c9e...</td>\n",
       "      <td>%7B%22jobId%22%3A%2250819475%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品, 风控产品, AI人工智能产品]</td>\n",
       "      <td>50819475</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220701160913</td>\n",
       "      <td>金融数据产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>620a8f9c7cea1534b0b324cf6014f601</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>惠龙邦</td>\n",
       "      <td>13185809</td>\n",
       "      <td>62539bd454fa06672bd3111f05u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13185809/</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobId\":\"45365201\",\"userId\":\"016401daaa0cb715...</td>\n",
       "      <td>%7B%22jobId%22%3A%2245365201%22%2C%22jobKind%2...</td>\n",
       "      <td>[需求分析, 产品设计, 流程设计, 产品优化, 金融产品, 基金产品, 中台产品, 后台产...</td>\n",
       "      <td>45365201</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230221174045</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>5a4978f53b05f0284383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>广州晨灏科技有限公司</td>\n",
       "      <td>9368866</td>\n",
       "      <td>5d09f63f9fae687d4394e9ef08u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9368866/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobId\":\"53561071\",\"userId\":\"fbacd66b8dfcad85...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253561071%22%2C%22jobKind%2...</td>\n",
       "      <td>[基金类, 互联网金融类, 股票类]</td>\n",
       "      <td>53561071</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221102173509</td>\n",
       "      <td>基金产品经理</td>\n",
       "      <td>8-13k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>56fd98006a03185c4eb3c85621fabd5f</td>\n",
       "      <td>2</td>\n",
       "      <td>636211157f270e6a8bfd345002u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>武汉花弘私募基金管理有限公司</td>\n",
       "      <td>13252887</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13252887/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobId\":\"57403607\",\"userId\":\"046651172d64e09f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257403607%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57403607</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180733</td>\n",
       "      <td>汽车金融产品经理</td>\n",
       "      <td>12-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>bae16f032a7686744d9e7338a5c7bfca</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>8908817</td>\n",
       "      <td>6196092ccebef22fcca2f36f01u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8908817/</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobId\":\"53500989\",\"userId\":\"76fd9923d36f29ac...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253500989%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>53500989</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221205171441</td>\n",
       "      <td>国际产品经理</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>2ffa8fb08c70eb0af7021d47b9950d0b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>重庆新赛亚生物科技有限公司</td>\n",
       "      <td>9630390</td>\n",
       "      <td>5df710cecd52473b9406564e04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9630390/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"53906437\",\"userId\":\"979e59e135a854bf...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253906437%22%2C%22jobKind%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>53906437</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221114170838</td>\n",
       "      <td>广发证券金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>89fc4deb60552f583417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"54696141\",\"userId\":\"2f49d3dfa934a160...</td>\n",
       "      <td>%7B%22jobId%22%3A%2254696141%22%2C%22jobKind%2...</td>\n",
       "      <td>[计算机软件, 产品规划, 数据挖掘]</td>\n",
       "      <td>54696141</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221209152746</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>14-20k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>c36057184e0696cc4972a0b8938edc49</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>中望软件</td>\n",
       "      <td>1070270</td>\n",
       "      <td>608929f85e8a1c32e33be8c504u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/1070270/</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"53924103\",\"userId\":\"669e5f90772d8c1f...</td>\n",
       "      <td>%7B%22jobId%22%3A%2253924103%22%2C%22jobKind%2...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>53924103</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221201153246</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>02e35f2a08b9fc5c3fdfd48a60fa880f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"54917713\",\"userId\":\"8d854a54839b5e45...</td>\n",
       "      <td>%7B%22jobId%22%3A%2254917713%22%2C%22jobKind%2...</td>\n",
       "      <td>[医院]</td>\n",
       "      <td>54917713</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221206170830</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>6-11k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>ad1153524f4737fa4b595caf25f6eb7a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>广州市雨锦高新科技有限公司</td>\n",
       "      <td>13328275</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13328275/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"55978801\",\"userId\":\"d011cf1ea9220037...</td>\n",
       "      <td>%7B%22jobId%22%3A%2255978801%22%2C%22jobKind%2...</td>\n",
       "      <td>[国企, 13薪, 年终奖]</td>\n",
       "      <td>55978801</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230209181306</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>9-14k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>cfb884197789c25a966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>12447389</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...   \n",
       "1   {\"jobId\":\"57448565\",\"userId\":\"5f7637977411b864...   \n",
       "2   {\"jobId\":\"55322015\",\"userId\":\"5101bdeab7487e5c...   \n",
       "3   {\"jobId\":\"55079225\",\"userId\":\"5101bdeab7487e5c...   \n",
       "4   {\"jobId\":\"39588227\",\"userId\":\"7ca01ec408ef1d30...   \n",
       "5   {\"jobId\":\"40364923\",\"userId\":\"4c1479d6012e7b86...   \n",
       "6   {\"jobId\":\"31738901\",\"userId\":\"e2c8dc64bf635183...   \n",
       "7   {\"jobId\":\"36091987\",\"userId\":\"b4e202c249d928a1...   \n",
       "8   {\"jobId\":\"38193153\",\"userId\":\"913622d8dc81eb0e...   \n",
       "9   {\"jobId\":\"40209551\",\"userId\":\"b7b40e6c60ce3f83...   \n",
       "10  {\"jobId\":\"56178225\",\"userId\":\"bff8ec01d90be3ea...   \n",
       "11  {\"jobId\":\"39692293\",\"userId\":\"9d9295f7a1f638c6...   \n",
       "12  {\"jobId\":\"56705773\",\"userId\":\"d240723b0e912c83...   \n",
       "13  {\"jobId\":\"53901637\",\"userId\":\"a5d05993b050ad56...   \n",
       "14  {\"jobId\":\"56880719\",\"userId\":\"2d5b7f3f9079eb15...   \n",
       "15  {\"jobId\":\"55865853\",\"userId\":\"9ba47e9cb7816048...   \n",
       "16  {\"jobId\":\"48899397\",\"userId\":\"ac53287cf887cb44...   \n",
       "17  {\"jobId\":\"35501707\",\"userId\":\"d2ac9a8cac5bbad3...   \n",
       "18  {\"jobId\":\"54125519\",\"userId\":\"8a61e0b7e42060b2...   \n",
       "19  {\"jobId\":\"56894805\",\"userId\":\"aad3d8eccb18b5d9...   \n",
       "20  {\"jobId\":\"55865791\",\"userId\":\"9ba47e9cb7816048...   \n",
       "21  {\"jobId\":\"56730079\",\"userId\":\"15e0f493a55c14bb...   \n",
       "22  {\"jobId\":\"48163899\",\"userId\":\"6a7083e1f3e2922d...   \n",
       "23  {\"jobId\":\"53309779\",\"userId\":\"93f83bf9782514f1...   \n",
       "24  {\"jobId\":\"50049661\",\"userId\":\"ac53287cf887cb44...   \n",
       "25  {\"jobId\":\"51518577\",\"userId\":\"5b9ab7c2faadaf65...   \n",
       "26  {\"jobId\":\"53594799\",\"userId\":\"4e366650a4524c9c...   \n",
       "27  {\"jobId\":\"45647945\",\"userId\":\"035019597e87d5ef...   \n",
       "28  {\"jobId\":\"55980327\",\"userId\":\"724911bf520dc40d...   \n",
       "29  {\"jobId\":\"48569067\",\"userId\":\"b6316bedce83f31e...   \n",
       "30  {\"jobId\":\"50819475\",\"userId\":\"2163b67679c30c9e...   \n",
       "31  {\"jobId\":\"45365201\",\"userId\":\"016401daaa0cb715...   \n",
       "32  {\"jobId\":\"53561071\",\"userId\":\"fbacd66b8dfcad85...   \n",
       "33  {\"jobId\":\"57403607\",\"userId\":\"046651172d64e09f...   \n",
       "34  {\"jobId\":\"53500989\",\"userId\":\"76fd9923d36f29ac...   \n",
       "35  {\"jobId\":\"53906437\",\"userId\":\"979e59e135a854bf...   \n",
       "36  {\"jobId\":\"54696141\",\"userId\":\"2f49d3dfa934a160...   \n",
       "37  {\"jobId\":\"53924103\",\"userId\":\"669e5f90772d8c1f...   \n",
       "38  {\"jobId\":\"54917713\",\"userId\":\"8d854a54839b5e45...   \n",
       "39  {\"jobId\":\"55978801\",\"userId\":\"d011cf1ea9220037...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...   \n",
       "1   %7B%22jobId%22%3A%2257448565%22%2C%22jobKind%2...   \n",
       "2   %7B%22jobId%22%3A%2255322015%22%2C%22jobKind%2...   \n",
       "3   %7B%22jobId%22%3A%2255079225%22%2C%22jobKind%2...   \n",
       "4   %7B%22jobId%22%3A%2239588227%22%2C%22jobKind%2...   \n",
       "5   %7B%22jobId%22%3A%2240364923%22%2C%22jobKind%2...   \n",
       "6   %7B%22jobId%22%3A%2231738901%22%2C%22jobKind%2...   \n",
       "7   %7B%22jobId%22%3A%2236091987%22%2C%22jobKind%2...   \n",
       "8   %7B%22jobId%22%3A%2238193153%22%2C%22jobKind%2...   \n",
       "9   %7B%22jobId%22%3A%2240209551%22%2C%22jobKind%2...   \n",
       "10  %7B%22jobId%22%3A%2256178225%22%2C%22jobKind%2...   \n",
       "11  %7B%22jobId%22%3A%2239692293%22%2C%22jobKind%2...   \n",
       "12  %7B%22jobId%22%3A%2256705773%22%2C%22jobKind%2...   \n",
       "13  %7B%22jobId%22%3A%2253901637%22%2C%22jobKind%2...   \n",
       "14  %7B%22jobId%22%3A%2256880719%22%2C%22jobKind%2...   \n",
       "15  %7B%22jobId%22%3A%2255865853%22%2C%22jobKind%2...   \n",
       "16  %7B%22jobId%22%3A%2248899397%22%2C%22jobKind%2...   \n",
       "17  %7B%22jobId%22%3A%2235501707%22%2C%22jobKind%2...   \n",
       "18  %7B%22jobId%22%3A%2254125519%22%2C%22jobKind%2...   \n",
       "19  %7B%22jobId%22%3A%2256894805%22%2C%22jobKind%2...   \n",
       "20  %7B%22jobId%22%3A%2255865791%22%2C%22jobKind%2...   \n",
       "21  %7B%22jobId%22%3A%2256730079%22%2C%22jobKind%2...   \n",
       "22  %7B%22jobId%22%3A%2248163899%22%2C%22jobKind%2...   \n",
       "23  %7B%22jobId%22%3A%2253309779%22%2C%22jobKind%2...   \n",
       "24  %7B%22jobId%22%3A%2250049661%22%2C%22jobKind%2...   \n",
       "25  %7B%22jobId%22%3A%2251518577%22%2C%22jobKind%2...   \n",
       "26  %7B%22jobId%22%3A%2253594799%22%2C%22jobKind%2...   \n",
       "27  %7B%22jobId%22%3A%2245647945%22%2C%22jobKind%2...   \n",
       "28  %7B%22jobId%22%3A%2255980327%22%2C%22jobKind%2...   \n",
       "29  %7B%22jobId%22%3A%2248569067%22%2C%22jobKind%2...   \n",
       "30  %7B%22jobId%22%3A%2250819475%22%2C%22jobKind%2...   \n",
       "31  %7B%22jobId%22%3A%2245365201%22%2C%22jobKind%2...   \n",
       "32  %7B%22jobId%22%3A%2253561071%22%2C%22jobKind%2...   \n",
       "33  %7B%22jobId%22%3A%2257403607%22%2C%22jobKind%2...   \n",
       "34  %7B%22jobId%22%3A%2253500989%22%2C%22jobKind%2...   \n",
       "35  %7B%22jobId%22%3A%2253906437%22%2C%22jobKind%2...   \n",
       "36  %7B%22jobId%22%3A%2254696141%22%2C%22jobKind%2...   \n",
       "37  %7B%22jobId%22%3A%2253924103%22%2C%22jobKind%2...   \n",
       "38  %7B%22jobId%22%3A%2254917713%22%2C%22jobKind%2...   \n",
       "39  %7B%22jobId%22%3A%2255978801%22%2C%22jobKind%2...   \n",
       "\n",
       "                                           job.labels job.jobId job.jobKind  \\\n",
       "0                                   [to C, 电子商务, 消费品]  57001973           2   \n",
       "1                                                  []  57448565           2   \n",
       "2                                              [to B]  55322015           2   \n",
       "3                                              [to B]  55079225           2   \n",
       "4                                              [金融产品]  39588227           2   \n",
       "5                                                  []  40364923           2   \n",
       "6                                                  []  31738901           2   \n",
       "7                               [BD，业务，采购，, 酒店/旅行社合作]  36091987           2   \n",
       "8                      [支付产品, 支付行业, 产品设计, 用户研究, 产品规划]  38193153           2   \n",
       "9                                              [金融产品]  40209551           2   \n",
       "10  [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...  56178225           2   \n",
       "11                                             [金融产品]  39692293           2   \n",
       "12                           [产品设计, 需求分析, 产品规划, 交互设计]  56705773           2   \n",
       "13                          [需求分析, 产品设计, Axure, 售前产品]  53901637           2   \n",
       "14                           [产品研发, 售后精品, 汽车周边, 产品管理]  56880719           2   \n",
       "15                                                 []  55865853           2   \n",
       "16                         [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]  48899397           2   \n",
       "17                                          [有药品推广经验]  35501707           2   \n",
       "18                                             [市场调研]  54125519           2   \n",
       "19                                         [直播, 数据分析]  56894805           2   \n",
       "20                                                 []  55865791           2   \n",
       "21             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]  56730079           2   \n",
       "22                                                 []  48163899           2   \n",
       "23                                               [产品]  53309779           2   \n",
       "24                                               [韩语]  50049661           2   \n",
       "25                                      [电商, 产品, 供应链]  51518577           2   \n",
       "26  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...  53594799           2   \n",
       "27                                         [高教 硬件 产品]  45647945           2   \n",
       "28  [定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...  55980327           2   \n",
       "29                                    [高通量测序, 质谱, 组学]  48569067           2   \n",
       "30                             [金融产品, 风控产品, AI人工智能产品]  50819475           2   \n",
       "31  [需求分析, 产品设计, 流程设计, 产品优化, 金融产品, 基金产品, 中台产品, 后台产...  45365201           2   \n",
       "32                                 [基金类, 互联网金融类, 股票类]  53561071           2   \n",
       "33                                                 []  57403607           2   \n",
       "34                                                 []  53500989           2   \n",
       "35                                                 []  53906437           2   \n",
       "36                                [计算机软件, 产品规划, 数据挖掘]  54696141           2   \n",
       "37                                             [金融产品]  53924103           2   \n",
       "38                                               [医院]  54917713           2   \n",
       "39                                     [国企, 13薪, 年终奖]  55978801           2   \n",
       "\n",
       "    job.topJob job.refreshTime                     job.title  job.salary  \\\n",
       "0        False  20230329163039                      eWMS产品经理  20-40k·14薪   \n",
       "1        False  20230331105047           产品经理（高级产品经理&资深产品经理）       9-20k   \n",
       "2        False  20230104143051            （储备）产品经理--20-22届本科      10-14k   \n",
       "3        False  20221215110632                      （储备）产品经理      13-16k   \n",
       "4        False  20210527172606                        金融产品经理       5-10k   \n",
       "5        False  20211116112740                         车产品经理      15-30k   \n",
       "6        False  20200915191945                          产品经理      15-30k   \n",
       "7        False  20210224104701                      酒店签约产品经理       6-11k   \n",
       "8        False  20210415123107                     储备干部—产品经理        2-3k   \n",
       "9        False  20230310085812                        金融产品经理       8-20k   \n",
       "10       False  20230331104913                     工业软件类产品经理  20-30k·15薪   \n",
       "11       False  20230329083922                    金融产品经理（荔湾）      10-25k   \n",
       "12       False  20230328141253                          产品经理  10-18k·14薪   \n",
       "13       False  20221114162352           广州～产品经理（留学背景）～年薪28万  15-20k·14薪   \n",
       "14       False  20230312214411                        综合产品经理  20-24k·15薪   \n",
       "15       False  20230207101835                        基金产品经理      15-40k   \n",
       "16       False  20230309153354                      境外酒店产品经理      15-25k   \n",
       "17       False  20230319130324                     学术专员，产品经理       8-12k   \n",
       "18       False  20221222110703                 产品经理（学术推广）-广东      15-20k   \n",
       "19       False  20230313014324                          产品经理      20-30k   \n",
       "20       False  20230207101810                          产品经理      15-40k   \n",
       "21       False  20230306165502  广发证券股份有限公司广州农林下路证券营业部-金融产品经理       5-10k   \n",
       "22       False  20221008103218         区域产品经理（mNGS）-西安/广州/上海      10-15k   \n",
       "23       False  20230321173610                        金融产品经理      10-15k   \n",
       "24       False  20220712104907                      韩国酒店产品经理      15-25k   \n",
       "25       False  20220824103340                 国际化电商-供应链产品经理  30-45k·15薪   \n",
       "26       False  20221103164916                        高级产品经理      20-30k   \n",
       "27       False  20211214100345                      智能硬件产品经理  18-30k·13薪   \n",
       "28       False  20230209190007                          产品经理  15-30k·14薪   \n",
       "29       False  20221203095331                          产品经理      12-22k   \n",
       "30       False  20220701160913                      金融数据产品经理      20-30k   \n",
       "31       False  20230221174045                          产品经理      10-20k   \n",
       "32       False  20221102173509                        基金产品经理   8-13k·13薪   \n",
       "33       False  20230329180733                      汽车金融产品经理      12-22k   \n",
       "34       False  20221205171441                        国际产品经理      12-15k   \n",
       "35       False  20221114170838                    广发证券金融产品经理       5-10k   \n",
       "36       False  20221209152746                          产品经理  14-20k·15薪   \n",
       "37       False  20221201153246                        金融产品经理       5-10k   \n",
       "38       False  20221206170830                          产品经理   6-11k·13薪   \n",
       "39       False  20230209181306                          产品经理   9-14k·13薪   \n",
       "\n",
       "    job.dq  ...                    recruiter.imId  recruiter.imUserType  \\\n",
       "0   广州-天河区  ...  fadfc2ceb1f0029d4ad85438c465a917                     2   \n",
       "1   广州-南沙区  ...  6ab9ed693b6c1c9ef72c2cb241b5d2db                     2   \n",
       "2   广州-天河区  ...  c819e8883726ef7e8f669bb17ec3d8eb                     2   \n",
       "3   广州-天河区  ...  c819e8883726ef7e8f669bb17ec3d8eb                     2   \n",
       "4       广州  ...  dfd87038bcffad82351ff05530f680dd                     2   \n",
       "5   广州-南沙区  ...  a52981d937e43ae4351ff05530f680dd                     2   \n",
       "6   广州-黄埔区  ...  f07475d7118ceba61b4fb320fc878e26                     2   \n",
       "7       广州  ...  84d19e79d4adc2a504612e645251413c                     2   \n",
       "8   广州-天河区  ...  d0ae3dde372a86174383db9bf147ecbd                     2   \n",
       "9       广州  ...  b7b0d28a0fa67da1f4067025f1d6ce6f                     2   \n",
       "10  广州-黄埔区  ...  cde70153db2be71b46fdeacabc467e13                     2   \n",
       "11      广州  ...  a1326b4aa031c190160bef405ccde8ba                     2   \n",
       "12  广州-黄埔区  ...  ae4d6cfa4ade940c9b424d05e277c733                     2   \n",
       "13  广州-天河区  ...  f9d0def780266d5418a804205eca07ce                     2   \n",
       "14  广州-海珠区  ...  0c36a1c214fef01084fd6902234556e6                     2   \n",
       "15      广州  ...  1f47205dfe869e16ee7b65a82243fe9b                     2   \n",
       "16  广州-番禺区  ...  e2fcfbd34022bdbe8d0518f0e699d577                     2   \n",
       "17      广州  ...  d923c64c949977aa4a7a04e7d95591ea                     2   \n",
       "18      广州  ...  f8bf248bb5cd4ab8882b84a174d57208                     2   \n",
       "19  广州-越秀区  ...  c8360f4548e3ad196c5c4f00792ec441                     2   \n",
       "20      广州  ...  1f47205dfe869e16ee7b65a82243fe9b                     2   \n",
       "21  广州-越秀区  ...  d84cb81ad76214c4c5715bb95c1c6de6                     2   \n",
       "22  广州-越秀区  ...  1fb3e61f8926f499f4067025f1d6ce6f                     2   \n",
       "23  广州-天河区  ...  f4bc28e61040dab1c93dddf05a795d5c                     2   \n",
       "24  广州-番禺区  ...  e2fcfbd34022bdbe8d0518f0e699d577                     2   \n",
       "25  广州-海珠区  ...  3243574f293a8d900e33f8ac54fbf39e                     2   \n",
       "26  广州-荔湾区  ...  92e4013889b441b5fdb07c5a03f49b8b                     2   \n",
       "27  广州-黄埔区  ...  1f3f288eab588bce947e89eb780464e7                     2   \n",
       "28  广州-白云区  ...  8293df70a31e423293e1abff31d45a23                     2   \n",
       "29  广州-海珠区  ...  6067d2c624a88faaf0e943e3aa9ed4a9                     2   \n",
       "30  广州-天河区  ...  620a8f9c7cea1534b0b324cf6014f601                     2   \n",
       "31  广州-海珠区  ...  5a4978f53b05f0284383db9bf147ecbd                     2   \n",
       "32  广州-海珠区  ...  56fd98006a03185c4eb3c85621fabd5f                     2   \n",
       "33  广州-天河区  ...  bae16f032a7686744d9e7338a5c7bfca                     2   \n",
       "34  广州-黄埔区  ...  2ffa8fb08c70eb0af7021d47b9950d0b                     2   \n",
       "35  广州-黄埔区  ...  89fc4deb60552f583417a188cf69ded9                     2   \n",
       "36      广州  ...  c36057184e0696cc4972a0b8938edc49                     2   \n",
       "37  广州-天河区  ...  02e35f2a08b9fc5c3fdfd48a60fa880f                     2   \n",
       "38  广州-番禺区  ...  ad1153524f4737fa4b595caf25f6eb7a                     2   \n",
       "39  广州-天河区  ...  cfb884197789c25a966d2c65245014c5                     2   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compIndustry          comp.compName  \\\n",
       "0   63a9534728c57209b0f4aa0505u.png                日化               广州宝洁有限公司   \n",
       "1   5f8f9866dfb13a7dee342f1808u.jpg          食品/饮料/酒水             广州奥昆食品有限公司   \n",
       "2   5f8f986bdfb13a7dee342f2108u.jpg              IT服务                   嘉为科技   \n",
       "3   5f8f986bdfb13a7dee342f2108u.jpg              IT服务                   嘉为科技   \n",
       "4   5f8f9866dfb13a7dee342f1808u.jpg          基金/证券/期货        广发证券股份有限公司广州分公司   \n",
       "5   5f8f9866dfb13a7dee342f1808u.jpg              整车制造                   合创汽车   \n",
       "6   5f8f986bdfb13a7dee342f2108u.jpg             计算机软件           广州视臻信息科技有限公司   \n",
       "7   603486248f5866739fffda8207u.png             酒店/民宿           广州视界行旅行社有限公司   \n",
       "8   5f8f986779c7cc70efbf36c008u.jpg              科技金融          嘉联支付有限公司广州分公司   \n",
       "9   5f8f986c79c7cc70efbf36c808u.jpg          基金/证券/期货        广发证券股份有限公司广州分公司   \n",
       "10  5f8f98698dbe6273dcf8516008u.jpg           政府/公共事业              琶洲实验室(黄埔)   \n",
       "11  5f8f9865ea60860b75384fa508u.jpg          基金/证券/期货        广发证券股份有限公司广州分公司   \n",
       "12  5f8f9866dfb13a7dee342f1808u.jpg             计算机软件               广电运通金融电子   \n",
       "13  627604679b71fd2f760f43b307u.png            专业技术服务             上海樊戈网络科技中心   \n",
       "14  640aef4747903463b532bd2c01u.png              整车制造                   超境汽车   \n",
       "15  5f8f986aea60860b75384fab08u.jpg          基金/证券/期货       三和创赢资产管理(深圳)有限公司   \n",
       "16  5f8f9863f6d1ab58476f246a08u.jpg                旅游          广州喜玩国际旅行社有限公司   \n",
       "17  60fa5ce8df272149fdbf40d404u.png                制药                   上药国风   \n",
       "18  5f8f9865ea60860b75384fa508u.jpg              医疗器械     深圳市新产业生物医学工程股份有限公司   \n",
       "19  5f8f98698dbe6273dcf8516008u.jpg            专业技术服务        广东货多多物流科技股份有限公司   \n",
       "20  5f8f986aea60860b75384fab08u.jpg          基金/证券/期货       三和创赢资产管理(深圳)有限公司   \n",
       "21  5f8f9865ea60860b75384fa508u.jpg          基金/证券/期货  广发证券股份有限公司广州农林下路证券营业部   \n",
       "22  5f8f986779c7cc70efbf36c008u.jpg              生物技术                   予果生物   \n",
       "23  6353b3472543000378bf170d06u.png              其他金融                    壹帮贷   \n",
       "24  5f8f9863f6d1ab58476f246a08u.jpg                旅游          广州喜玩国际旅行社有限公司   \n",
       "25  5f8f9865ea60860b75384fa508u.jpg               互联网                   字节跳动   \n",
       "26  5f8f9863f6d1ab58476f246a08u.jpg                制药                  大参林集团   \n",
       "27  61b86c40e24e9163b57e2e6907u.png               互联网                     希沃   \n",
       "28  63e98cf04b15ad2cab01b29804u.png              电子商务            广州娇肤兰科技有限公司   \n",
       "29  5f8f98648dbe6273dcf8515508u.jpg              生物技术           深圳承启生物科技有限公司   \n",
       "30  5f8f98698dbe6273dcf8516008u.jpg              科技金融                    惠龙邦   \n",
       "31  5f8f986779c7cc70efbf36c008u.jpg              科技金融             广州晨灏科技有限公司   \n",
       "32  636211157f270e6a8bfd345002u.png          基金/证券/期货         武汉花弘私募基金管理有限公司   \n",
       "33  5f8f9863f6d1ab58476f246a08u.jpg              整车制造                   小鹏汽车   \n",
       "34  5f8f98698dbe6273dcf8516008u.jpg              医疗器械          重庆新赛亚生物科技有限公司   \n",
       "35  5f8f9868f6d1ab58476f24a008u.jpg          基金/证券/期货        广发证券股份有限公司广州分公司   \n",
       "36  5f8f986aea60860b75384fab08u.jpg             计算机软件                   中望软件   \n",
       "37  5f8f9865ea60860b75384fa508u.jpg          基金/证券/期货        广发证券股份有限公司广州分公司   \n",
       "38  5f8f986aea60860b75384fab08u.jpg              医疗器械          广州市雨锦高新科技有限公司   \n",
       "39  5f8f9868f6d1ab58476f24a008u.jpg            专业技术服务                   广金征信   \n",
       "\n",
       "    comp.compId                    comp.compLogo comp.compScale  \\\n",
       "0        873330  54d1e9c6712e7147fd813b3801a.png       10000人以上   \n",
       "1      13103111  61b07937d0458d53c627567e02u.jpg     1000-2000人   \n",
       "2       8635284  63b4d9f0a0380858a9711da306u.png       500-999人   \n",
       "3       8635284  63b4d9f0a0380858a9711da306u.png       500-999人   \n",
       "4       9874217  60ab7b474005a2070875f99702u.png     2000-5000人   \n",
       "5       9550328  5d00cd29501544662c97ebe001u.jpg     1000-2000人   \n",
       "6       9838667  61b07937d0458d53c627567e02u.jpg    5000-10000人   \n",
       "7      12569735  603470aab9834220c1e1405904u.jpg          1-49人   \n",
       "8      12691289  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       "9       9874217  60ab7b474005a2070875f99702u.png     2000-5000人   \n",
       "10     13271473  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       "11      9874217  60ab7b474005a2070875f99702u.png     2000-5000人   \n",
       "12      8547388  6242b195ca47ff43908033f907u.png       10000人以上   \n",
       "13     13208193  619e50261bd4fb704e69060c01u.jpg         50-99人   \n",
       "14     13304915  634e43cd5f9dbd49324c45d307u.png       100-499人   \n",
       "15     12322507  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       "16     12832725  60f0ea83310b5804943562da04u.png       100-499人   \n",
       "17      8586248  5bfe92c074719d9f609a7b5803a.png    5000-10000人   \n",
       "18      9848125  5c666954261c45f22d52ea6306u.jpg     1000-2000人   \n",
       "19     13222749  61a300391bd4fb704ed9330d05u.jpg         50-99人   \n",
       "20     12322507  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       "21     13453209  6244e71f327ecf47c93d38e307u.jpg         50-99人   \n",
       "22     10157239  5f5efd659d37de58797398ed01u.png       100-499人   \n",
       "23      9979087  62356300eb1f3f771fc8d74905u.jpg         50-99人   \n",
       "24     12832725  60f0ea83310b5804943562da04u.png       100-499人   \n",
       "25      7863078  5d887b5528021708fa52b44403u.jpg       10000人以上   \n",
       "26      1620248  5bfea50674719d2aa34cd5f403a.png       10000人以上   \n",
       "27      8955108  5948f6cf70320c7ee1a312fc04a.jpg     2000-5000人   \n",
       "28     13413369  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       "29      8620614  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       "30     13185809  62539bd454fa06672bd3111f05u.jpg          1-49人   \n",
       "31      9368866  5d09f63f9fae687d4394e9ef08u.jpg         50-99人   \n",
       "32     13252887  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       "33      8908817  6196092ccebef22fcca2f36f01u.png       10000人以上   \n",
       "34      9630390  5df710cecd52473b9406564e04u.png       100-499人   \n",
       "35      9874217  60ab7b474005a2070875f99702u.png     2000-5000人   \n",
       "36      1070270  608929f85e8a1c32e33be8c504u.png     1000-2000人   \n",
       "37      9874217  60ab7b474005a2070875f99702u.png     2000-5000人   \n",
       "38     13328275  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       "39     12447389  61c1924e642c8c0bf718876205u.png         50-99人   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0     https://www.liepin.com/company/873330/            NaN  \n",
       "1   https://www.liepin.com/company/13103111/            NaN  \n",
       "2    https://www.liepin.com/company/8635284/             B轮  \n",
       "3    https://www.liepin.com/company/8635284/             B轮  \n",
       "4    https://www.liepin.com/company/9874217/           港股上市  \n",
       "5    https://www.liepin.com/company/9550328/            NaN  \n",
       "6    https://www.liepin.com/company/9838667/           战略投资  \n",
       "7   https://www.liepin.com/company/12569735/          融资未公开  \n",
       "8   https://www.liepin.com/company/12691289/            NaN  \n",
       "9    https://www.liepin.com/company/9874217/           港股上市  \n",
       "10  https://www.liepin.com/company/13271473/            NaN  \n",
       "11   https://www.liepin.com/company/9874217/           港股上市  \n",
       "12   https://www.liepin.com/company/8547388/         沪深A股上市  \n",
       "13  https://www.liepin.com/company/13208193/            NaN  \n",
       "14  https://www.liepin.com/company/13304915/             B轮  \n",
       "15  https://www.liepin.com/company/12322507/            NaN  \n",
       "16  https://www.liepin.com/company/12832725/            NaN  \n",
       "17   https://www.liepin.com/company/8586248/           战略投资  \n",
       "18   https://www.liepin.com/company/9848125/         沪深A股上市  \n",
       "19  https://www.liepin.com/company/13222749/            NaN  \n",
       "20  https://www.liepin.com/company/12322507/            NaN  \n",
       "21  https://www.liepin.com/company/13453209/          融资未公开  \n",
       "22  https://www.liepin.com/company/10157239/             A轮  \n",
       "23   https://www.liepin.com/company/9979087/          融资未公开  \n",
       "24  https://www.liepin.com/company/12832725/            NaN  \n",
       "25   https://www.liepin.com/company/7863078/             其他  \n",
       "26   https://www.liepin.com/company/1620248/         沪深A股上市  \n",
       "27   https://www.liepin.com/company/8955108/           战略投资  \n",
       "28  https://www.liepin.com/company/13413369/            NaN  \n",
       "29   https://www.liepin.com/company/8620614/             B轮  \n",
       "30  https://www.liepin.com/company/13185809/            天使轮  \n",
       "31   https://www.liepin.com/company/9368866/             其他  \n",
       "32  https://www.liepin.com/company/13252887/            NaN  \n",
       "33   https://www.liepin.com/company/8908817/           美股上市  \n",
       "34   https://www.liepin.com/company/9630390/            NaN  \n",
       "35   https://www.liepin.com/company/9874217/           港股上市  \n",
       "36   https://www.liepin.com/company/1070270/          科创板上市  \n",
       "37   https://www.liepin.com/company/9874217/           港股上市  \n",
       "38  https://www.liepin.com/company/13328275/            NaN  \n",
       "39  https://www.liepin.com/company/12447389/            NaN  \n",
       "\n",
       "[40 rows x 29 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(产品经理_应届_广州[\"data\"][\"data\"][\"jobCardList\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
